Tianshuo Peng

Visual perception agents can achieve significant performance gains by actively seeking information beyond a single glance, outperforming static models by up to 30 points on challenging benchmarks.

UniCoder achieves state-of-the-art visual-to-code generation by transforming blind exploration into guided policy improvement, setting a new standard for the field.

Achieving trillion-parameter performance with just 35 billion parameters by scaling agent horizons reveals a new frontier in model efficiency.